{"id":"W2975466632","doi":"10.1016/j.jtcvs.2019.09.022","title":"Commentary: Seek (the nodes) and you shall find (the nodes)","year":2019,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Lymphadenectomy; Lymph node; Sampling (signal processing); Lung cancer; Mediastinal lymph node; Pneumonectomy; Lung; Radiology; General surgery; Surgery; Cancer; Oncology; Internal medicine; Metastasis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00282788,0.00103225,0.001599975,0.000953172,0.007375653,0.006073575,0.002351246,0.1033172,0.02287256],"category_scores_gemma":[0.03549611,0.0009958892,0.001468163,0.0009752472,0.002929924,0.003590435,0.002471049,0.05056749,0.01585842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006690367,"about_ca_system_score_gemma":0.009611649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01380305,"about_ca_topic_score_gemma":0.02305285,"domain_scores_codex":[0.9967887,0.0007155119,0.0004013288,0.0004558765,0.0007904337,0.0008482024],"domain_scores_gemma":[0.9892126,0.005183708,0.0009430021,0.0002913419,0.001958384,0.002410947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003221977,0.00001398383,0.0003750958,0.00003769614,0.000009850297,0.002141601,0.0001396702,0.0000314083,0.00006655024,0.001170499,0.9941819,0.001799498],"study_design_scores_gemma":[0.0001972737,0.00007351298,0.001744753,0.0009852733,0.00009149981,0.004276338,0.001378268,0.0006347173,0.0002217811,0.008632637,0.9816508,0.0001129732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002889434,0.0004435964,0.00003892642,0.9662882,0.02948827,0.00001406992,0.00005399613,0.000013772,0.003370169],"genre_scores_gemma":[0.003406225,0.000581171,0.00009971474,0.9361708,0.04814172,0.00003488493,0.00003877521,0.00002540807,0.01150128],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1033172,"threshold_uncertainty_score":0.07651633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01955505299027653,"score_gpt":0.2686572671358534,"score_spread":0.2491022141455769,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}